Modern statistics deals with large and complex data sets, and consequently with models containing a large number of parameters. This book presents a detailed account of recently developed approaches, including the Lasso and versions of it for various models, boosting methods, undirected graphical modeling, and procedures controlling false positive selections.
A special characteristic of the book is that it contains comprehensive mathematical theory on high-dimensional statistics combined with methodology, algorithms and illustrations with real data examples. This in-depth approach highlights the methods' great potential and practical applicability in a variety of settings. As such, it is a valuable resource for researchers, graduate students and experts in statistics, applied mathematics and computer science.
| ISBN: | 9783642268571 |
| Publication date: | 3rd August 2013 |
| Author: | Peter Bühlmann |
| Publisher: | Springer an imprint of Springer Berlin Heidelberg |
| Format: | Paperback |
| Pagination: | 558 pages |
| Series: | Springer Series in Statistics |
| Genres: |
Probability and statistics Maths for computer scientists |
Modern statistics deals with large and complex data sets, and consequently with models containing a large number of parameters. This book presents a detailed account of recently developed approaches, including the Lasso and versions of it for various models, boosting methods, undirected graphical modeling, and procedures controlling false positive selections.A special characteristic of the book is that it contains comprehensive mathematical theory on high-dimensional statistics combined with methodology, algorithms and illustrations with real data examples.
Statistics for High-Dimensional Data features in the following genres: Probability and statistics, Maths for computer scientists
Paperback. £90.90, down from the £101.00 cover price. Not Available.
Statistics for High-Dimensional Data was written by Peter Bühlmann and published by Springer an imprint of Springer Berlin Heidelberg
Statistics for High-Dimensional Data has 558 pages
Yes it is part of Springer Series in Statistics series
£90.90, reduced from £101.00. Not Available.